import os from unittest.mock import MagicMock, patch import pytest from langchain.schema import HumanMessage, SystemMessage from embedchain.config import BaseLlmConfig from embedchain.llm.anthropic import AnthropicLlm @pytest.fixture def anthropic_llm(): os.environ["ANTHROPIC_API_KEY"] = "test_api_key" config = BaseLlmConfig(temperature=0.5, model="gpt2") return AnthropicLlm(config) def test_get_llm_model_answer(anthropic_llm): with patch.object(AnthropicLlm, "_get_answer", return_value="Test Response") as mock_method: prompt = "Test Prompt" response = anthropic_llm.get_llm_model_answer(prompt) assert response == "Test Response" mock_method.assert_called_once_with(prompt=prompt, config=anthropic_llm.config) def test_get_answer(anthropic_llm): with patch("langchain_community.chat_models.ChatAnthropic") as mock_chat: mock_chat_instance = mock_chat.return_value mock_chat_instance.return_value = MagicMock(content="Test Response") prompt = "Test Prompt" response = anthropic_llm._get_answer(prompt, anthropic_llm.config) assert response == "Test Response" mock_chat.assert_called_once_with( anthropic_api_key="test_api_key", temperature=anthropic_llm.config.temperature, model=anthropic_llm.config.model, ) mock_chat_instance.assert_called_once_with( anthropic_llm._get_messages(prompt, system_prompt=anthropic_llm.config.system_prompt) ) def test_get_messages(anthropic_llm): prompt = "Test Prompt" system_prompt = "Test System Prompt" messages = anthropic_llm._get_messages(prompt, system_prompt) assert messages == [ SystemMessage(content="Test System Prompt", additional_kwargs={}), HumanMessage(content="Test Prompt", additional_kwargs={}, example=False), ] def test_get_answer_max_tokens_is_provided(anthropic_llm, caplog): with patch("langchain_community.chat_models.ChatAnthropic") as mock_chat: mock_chat_instance = mock_chat.return_value mock_chat_instance.return_value = MagicMock(content="Test Response") prompt = "Test Prompt" config = anthropic_llm.config config.max_tokens = 500 response = anthropic_llm._get_answer(prompt, config) assert response == "Test Response" mock_chat.assert_called_once_with( anthropic_api_key="test_api_key", temperature=config.temperature, model=config.model ) assert "Config option `max_tokens` is not supported by this model." in caplog.text